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\begin{table}[H]
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\centering
\caption{RD Estimates of Platform Pop-Up  Effects on Schools Added, by City and Year\label{tab:cities}}
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\begin{tabular}{lrrrr}
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\toprule
City &\multicolumn{1}{c}{2020 applicants} &\multicolumn{1}{c}{2018} &\multicolumn{1}{c}{2019} &\multicolumn{1}{c}{2020}\\\midrule

Santiago  & 158,057 &  & 0.37 & 0.41 \\ 
  &  &  & (0.18) & (0.07) \\ 
Viña - Valparaíso  & 26,215 & -0.24 & 0.30 & 0.29 \\ 
  &  & (0.30) & (0.21) & (0.09) \\ 
Concepción - Talcahuano  & 24,548 & 0.94 & 0.22 & 0.35 \\ 
  &  & (0.38) & (0.16) & (0.09) \\ 
Coquimbo - La Serena  & 13,994 & 0.60 & 0.80 & 0.30 \\ 
  &  & (0.26) & (0.31) & (0.23) \\ 
Rancagua  & 11,971 & 0.63 & 0.17 & 0.20 \\ 
  &  & (0.33) & (0.19) & (0.17) \\ 
Antofagasta  & 12,722 & 0.26 & 0.65 & 0.47 \\ 
  &  & (0.30) & (0.20) & (0.18) \\ 
Iquique - Alto Hospicio  & 10,251 & 0.46 & 0.37 & 0.36 \\ 
  &  & (0.17) & (0.17) & (0.12) \\ 
Temuco  & 10,176 & 0.37 & 0.49 & 0.42 \\ 
  &  & (0.24) & (0.12) & (0.13) \\ 
Puerto Montt - Puerto Varas  & 8,864 & 0.54 & 0.59 & -0.12 \\ 
  &  & (0.31) & (0.18) & (0.19) \\ 
Talca - San Clemente  & 8,913 & 0.08 & 0.02 & 0.23 \\ 
  &  & (0.28) & (0.18) & (0.16) \\ 
Arica  & 5,905 & -0.21 & 0.43 & -0.05 \\ 
  &  & (0.54) & (0.24) & (0.34) \\ 
Curicó  & 6,827 & 0.06 & -0.01 & 0.34 \\ 
  &  & (0.20) & (0.23) & (0.17) \\ 
Chillán  & 5,536 & 0.81 & 0.66 & 0.09 \\ 
  &  & (0.66) & (0.25) & (0.24) \\ 
Los Andes - San Felipe  & 5,006 & 0.35 & 0.18 & 0.30 \\ 
  &  & (0.38) & (0.32) & (0.26) \\ 
Los Ángeles  & 5,477 & 0.86 & -0.06 & 0.51 \\ 
  &  & (0.32) & (0.39) & (0.38) \\ 
Calama  & 5,565 & 0.35 & 0.40 & 0.06 \\ 
  &  & (0.40) & (0.35) & (0.18) \\ 
Copiapó  & 6,181 & -0.07 & 0.82 & 0.68 \\ 
  &  & (0.38) & (0.18) & (0.18) \\ 
Osorno  & 4,542 & 0.18 & 0.24 & 0.36 \\ 
  &  & (0.24) & (0.30) & (0.58) \\ 
Valdivia  & 4,599 & 0.35 & 0.43 & 0.30 \\ 
  &  & (0.65) & (0.28) & (0.30) \\ 
Algarrobo a San Antonio  & 4,705 & 0.86 & 0.07 & 0.56 \\ 
  &  & (0.42) & (0.30) & (0.22) \\ 
   &   &   &   &   \\ 
Chile  & 454,226 & 0.38 & 0.32 & 0.34 \\ 
  &  & (0.07) & (0.05) & (0.03) \\ 
\bottomrule
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\end{tabular}
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\floatfoot{\footnotesize
\textit{Notes. }RD estimates of smart platform pop-up  effects on schools added to the choice application, split by city and year. Cities sorted by count of 2020 applicants. Santiago not displayed for 2018 because centralized admission had not yet been rolled out. Estimates from local linear specifications, computed using triangular kernel with bandwidth 0.1. Heteroskedasticity-robust nearest neighbor variance estimator with minimum of 3 neighbors reported in parentheses; computed as in \citet{calonico2014robust}. See section \ref{sec:replication} for details. 
}
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